Marco Körner

Orcid: 0000-0002-9186-4175

Affiliations:
  • Technical University of Munich, Germany
  • Friedrich Schiller University of Jena, Germany (former)


According to our database1, Marco Körner authored at least 60 papers between 2011 and 2024.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
Dataset
Other 

Links

Online presence:

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Bibliography

2024
EuroCropsML: A Time Series Benchmark Dataset For Few-Shot Crop Type Classification.
CoRR, 2024

Approaching holistic crop type mapping in Europe through winter vegetation classification and the Hierarchical Crop and Agriculture Taxonomy.
Int. J. Appl. Earth Obs. Geoinformation, 2024

Data on Demand: Automatic Generation of Customized Datasets for the Training of Building Detection in Remote Sensing Imagery.
Proceedings of the IGARSS 2024, 2024

Sentinel-2 Tiling Scheme Grid-Overlay for Efficient I/O-Operations Based on Spherical Voronoi Polygons and Local Optimization.
Proceedings of the IGARSS 2024, 2024

2023
EuroCrops: All you need to know about the Largest Harmonised Open Crop Dataset Across the European Union.
CoRR, 2023

Fully Automatic Generation of Training Data for Building Detection and Classification from Remote Sensing Imagery.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Generalization Across Sensor-Modalities for Deforestation Assessment.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

XAI for Early Crop Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

2022
Multitask Learning for Human Settlement Extent Regression and Local Climate Zone Classification.
IEEE Geosci. Remote. Sens. Lett., 2022

Challenges and Opportunities of Large Transnational Datasets: A Case Study on European Administrative Crop Data.
CoRR, 2022

Prediction of multi-year winter wheat yields at the field level with satellite and climatological data.
Comput. Electron. Agric., 2022

Harnessing Administrative Data Inventories to Create a Reliable Transnational Reference Database for Crop Type Monitoring.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

2021
EuroCrops: A Pan-European Dataset for Time Series Crop Type Classification.
CoRR, 2021

2020
The Importance of Loss Functions for Increasing the Generalization Abilities of a Deep Learning-Based Next Frame Prediction Model for Traffic Scenes.
Mach. Learn. Knowl. Extr., 2020

Comparison of monocular depth estimation methods using geometrically relevant metrics on the IBims-1 dataset.
Comput. Vis. Image Underst., 2020

Multi-task Learning for Human Settlement Extent Regression and Local Climate Zone Classification.
CoRR, 2020

A Generalized Multi-Task Learning Approach to Stereo DSM Filtering in Urban Areas.
CoRR, 2020

Model and Data Uncertainty for Satellite Time Series Forecasting with Deep Recurrent Models.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Derivation of Geometrically and Semantically Annotated UAV Datasets at Large Scales from 3D City Models.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

Meta-Learning for Few-Shot Land Cover Classification.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

2019
Aerial LaneNet: Lane-Marking Semantic Segmentation in Aerial Imagery Using Wavelet-Enhanced Cost-Sensitive Symmetric Fully Convolutional Neural Networks.
IEEE Trans. Geosci. Remote. Sens., 2019

Automatic and Semantically-Aware 3D UAV Flight Planning for Image-Based 3D Reconstruction.
Remote. Sens., 2019

Multi-Task cGAN for Simultaneous Spaceborne DSM Refinement and Roof-Type Classification.
Remote. Sens., 2019

Identifying Dynamic Memory Effects on Vegetation State Using Recurrent Neural Networks.
Frontiers Big Data, 2019

Self-Attention for Raw Optical Satellite Time Series Classification.
CoRR, 2019

Early Classification for Agricultural Monitoring from Satellite Time Series.
CoRR, 2019

BreizhCrops: A Satellite Time Series Dataset for Crop Type Identification.
CoRR, 2019

End-to-end Learning for Early Classification of Time Series.
CoRR, 2019

MultiDepth: Single-Image Depth Estimation via Multi-Task Regression and Classification.
Proceedings of the 2019 IEEE Intelligent Transportation Systems Conference, 2019

Enhancing Traffic Scene Predictions with Generative Adversarial Networks.
Proceedings of the 2019 IEEE Intelligent Transportation Systems Conference, 2019

DSM Building Shape Refinement from Combined Remote Sensing Images Based on WNET-CGANS.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Late or Earlier Information Fusion From Depth and Spectral Data? Large-Scale Digital Surface Model Refinement by Hybrid-CGAN.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019

2018
Building Footprint Extraction From VHR Remote Sensing Images Combined With Normalized DSMs Using Fused Fully Convolutional Networks.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

DSM-to-LoD2: Spaceborne Stereo Digital Surface Model Refinement.
Remote. Sens., 2018

Multi-Temporal Land Cover Classification with Sequential Recurrent Encoders.
ISPRS Int. J. Geo Inf., 2018

Convolutional LSTMs for Cloud-Robust Segmentation of Remote Sensing Imagery.
CoRR, 2018

FutureGAN: Anticipating the Future Frames of Video Sequences using Spatio-Temporal 3d Convolutions in Progressively Growing Autoencoder GANs.
CoRR, 2018

Auxiliary Tasks in Multi-task Learning.
CoRR, 2018

Building Instance Classification Using Street View Images.
CoRR, 2018

Evaluation of CNN-Based Single-Image Depth Estimation Methods.
Proceedings of the Computer Vision - ECCV 2018 Workshops, 2018

Automatic Large-Scale 3D Building Shape Refinement Using Conditional Generative Adversarial Networks.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2018

Towards Multi-class Object Detection in Unconstrained Remote Sensing Imagery.
Proceedings of the Computer Vision - ACCV 2018, 2018

2017
Robust Object-Based Multipass InSAR Deformation Reconstruction.
IEEE Trans. Geosci. Remote. Sens., 2017

Improve multi-baseline InSAR parameter retrieval by semantic information from optical images.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Temporal Vegetation Modelling Using Long Short-Term Memory Networks for Crop Identification from Medium-Resolution Multi-spectral Satellite Images.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2017

2016
Object-based InSAR deformation reconstruction with application to bridge monitoring.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

The TUM-DLR Multimodal Earth Observation Evaluation Benchmark.
Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2016

Automatic Alignment of Indoor and Outdoor Building Models Using 3D Line Segments.
Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2016

2015
Methods for Model-based and Model-free Recognition of Articulated Actions in Multi-View Environments.
PhD thesis, 2015

2014
A Graph-based MAP Solution for Multi-person Tracking using Multi-camera Systems.
Proceedings of the VISAPP 2014, 2014

Regularized Geometric Hulls for Nucleus Segmentation from Microscopy Images.
Proceedings of the Medical Image Understanding and Analysis, 2014

Quantitative Analysis of Pathological Mitochondrial Morphology in Neuronal Cells in Confocal Laser Scanning Microscopy Images.
Proceedings of the International Work-Conference on Bioinformatics and Biomedical Engineering, 2014

2013
JAR-Aibo: A Multi-view Dataset for Evaluation of Model-Free Action Recognition Systems.
Proceedings of the New Trends in Image Analysis and Processing - ICIAP 2013, 2013

Hierarchical Dirichlet Processes for unsupervised online multi-view action perception using Temporal Self-Similarity features.
Proceedings of the Seventh International Conference on Distributed Smart Cameras, 2013

Temporal Self-Similarity for Appearance-Based Action Recognition in Multi-View Setups.
Proceedings of the Computer Analysis of Images and Patterns, 2013

Accurate 3D Multi-marker Tracking in X-ray Cardiac Sequences Using a Two-Stage Graph Modeling Approach.
Proceedings of the Computer Analysis of Images and Patterns, 2013

2012
Scale-independent Spatio-temporal Statistical Shape Representations for 3D Human Action Recognition.
Proceedings of the ICPRAM 2012, 2012

Data association for multi-object Tracking-by-Detection in multi-camera networks.
Proceedings of the Sixth International Conference on Distributed Smart Cameras, 2012

Analyzing the Subspaces Obtained by Dimensionality Reduction for Human Action Recognition from 3d Data.
Proceedings of the Ninth IEEE International Conference on Advanced Video and Signal-Based Surveillance, 2012

2011
A Method for Fast Composing of Images Captured from Deformed Documents by a Quadocular Scanner Setup.
Proceedings of the IAPR Conference on Machine Vision Applications (IAPR MVA 2011), 2011


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